Robotics transformer policy

RT-1

RT-1 connects camera observations and language commands to robot actions through a transformer policy and compressed visual tokens.

Source contextPrimary specReviewed
Sources 2
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

RT-1 research project

Google Robotics · Publication date not disclosed · Source accessed 2026-09-28

Reviewed recordLast reviewed 2 sources ↗4 sourced fields

Architecture and scope

The reference implementation combines a language-conditioned visual encoder, token compression and transformer action prediction. Its research checkpoint variants have different training contexts.

Source contextPrimary specReviewed
Sources 2
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

RT-1 research project

Google Robotics · Publication date not disclosed · Source accessed 2026-09-28

Integration and evaluation

The code release names main, multi-robot and simulation-to-real variants. A comparison should preserve those distinctions rather than assigning every reported RT-1 result to one checkpoint.

Source contextPrimary specReviewed
Sources 2
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

RT-1 research project

Google Robotics · Publication date not disclosed · Source accessed 2026-09-28

Evidence boundary

Research platform support does not establish plug-and-play compatibility with an arbitrary robot.

Source contextPrimary specReviewed
Sources 2
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

RT-1 research project

Google Robotics · Publication date not disclosed · Source accessed 2026-09-28

Model identity

Developer
Google Robotics
Primary specReviewed
Sources 1
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

Exact version / scope
RT-1; rt1main, rt1multirobot and rt1simreal releases
Primary specReviewed
Sources 1
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

Category
Robotics transformer policy
Primary specReviewed
Sources 1
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

Access model
Public code and named research checkpoints
Primary specReviewed
Sources 1
google-research/robotics_transformer official repository

google-research · Publication date not disclosed · Source accessed 2026-09-28

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

License
Not publicly disclosed

Inputs, outputs & embodiment

Inputs
Not publicly disclosed
Outputs
Not publicly disclosed
Embodiment
Not publicly disclosed

Implementation & training

Compute
Not publicly disclosed
Training-data disclosures
Not publicly disclosed
Integrations
Not publicly disclosed

Reported benchmark results

Context before scores. Results from different benchmarks are not directly comparable. A simulation result does not establish real-world reliability, safety or commercial availability.
No result meets our complete revision and methodology requirements for this record yet. Inspect the original benchmark documentation before comparing published scores.

What this evidence does not establish

  • Research platform support does not establish plug-and-play compatibility with an arbitrary robot.
  • Pricing and deployment service terms were not verified.

Relationships & deployments

Related reading is an editorial crosslink. Sourced connections describe relationships reported in the cited material. A link to a versioned profile does not establish compatibility with that version unless the connection note explicitly identifies it.

Record history & verified changes

A research review records when we checked a source. It does not mark a product launch or a new deployment.

Initial reviewed record. No subsequent field change has been recorded.

Inspect the evidence

Sources & evidence

md-rt1
google-research/robotics_transformer official repository

google-research · Repository · Publication date not disclosed · Source accessed 2026-09-28

Factual summary and attribution only; no upstream prose, images, weights, or dataset redistributed.

Official README inspected live. Repository code terms do not automatically cover model weights, data, or third-party assets.

md-rt1-project
RT-1 research project

Google Robotics · Paper · Publication date not disclosed · Source accessed 2026-09-28

Factual summary and attribution only; no upstream prose, images, weights, or dataset redistributed.